Novel Recommendation based on Personal Popularity Tendency

Jinoh Oh, Sun Park, Hwanjo Yu
Department of Computer Science and Engineering, POSTECH
Min Song
Information Systems, New Jersey Institute of Technology
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Top 10 Recommendation

ItemRank Gross Tangent Gross PPTM Gross
Fargo (1996) 24,611,975 Fargo (1996) 24,611,975 Fargo (1996) 24,611,975
Casablanca (1942) 5,806,467 Return of the Jedi (1983) 500,773,409 One Flew Over the Cuckoo's Nest (1975) 171,940,000
One Flew Over the Cuckoo's Nest (1975) 171,940,000 Toy Story (1995) 133,344,903 Pulp Fiction (1994) 84,022,201
Pulp Fiction (1994) 84,022,201 Contact (1997) 149,887,543 Princess Bride, The (1987) 21,277,649
Citizen Kane (1941) 1,640,769 One Flew Over the Cuckoo's Nest (1975) 171,940,000 Psycho (1960) 43,200,000
Rear Window (1954) 6,759,601 Pulp Fiction (1994) 84,022,201 Manchurian Candidate, The (1962) 4,180,630
Princess Bride, The (1987) 21,277,649 Casablanca (1942) 5,806,467 E.T. the Extra-Terrestrial (1982) 259,597,332
Usual Suspects, The (1995) 1,120,000 Princess Bride, The (1987) 21,277,649 Big Night (1996) 11,881,039
2001: A Space Odyssey (1968) 25,761,621 Usual Suspects, The (1995) 1,120,000 Citizen Kane (1941) 1,640,769
Blade Runner (1982) 1,445,283 Leaving Las Vegas (1995) 31,968,347 Babe (1995) 66,600,000
Average 34,438,556 Average 112,475,249 Average 68,895,159

Fig1. The recommended item's distribution by each method top10

Fig2. The recommended item's distribution by PPTM



Fig3. The difference of recommended item's distribution and feedbacks distribution

Fig4. The difference of recommended item's distribution and feedbackss distrigution

Watching List

Title Gross
Piano, The (1993) 40,158,000
To Kill a Mockingbird (1962) 20,629,846
American President, The (1995) 95,000,000
Lawrence of Arabia (1962) 20,652,481
Empire Strikes Back, The (1980) 225,554,189
It Could Happen to You (1994) 37,800,323
English Patient, The (1996) 111,415,132
Ghost (1990) 226,931,306
Lion King, The (1994) 188,740,944
Sense and Sensibility (1995) 62,493,774
Shadowlands (1993) 25,842,000
Old Yeller (1957) 10,050,000
Mr. Holland's Opus (1995) 119,078,097
It's a Wonderful Life (1946) 3,548,018
Star Wars (1977) 731,853,665
Three Colors: Blue (1993) 1,324,974
In the Name of the Father (1993) 25,096,862
Manhattan (1979) 39,900,000
Snow White and the Seven Dwarfs (1937) 103,921,550
Jean de Florette (1986) 4,940,939
Butch Cassidy and the Sundance Kid (1969) 145,314,187
Dr. Strangelove or: How I Learned to Stop Worrying and Love the Bomb (1963) 5,074,621
My Left Foot (1989) 14,743,391
African Queen, The (1951) 4,300,000
Amadeus (1984) 23,401,401
Antonia's Line (1995) 4,823,217
Like Water For Chocolate (Como agua para chocolate) (1992) 21,665,500
Some Like It Hot (1959) 33,300,000
Dead Man Walking (1995) 39,025,000
Dave (1993) 93,370,710
Full Monty, The (1997) 45,857,453
Clockwork Orange, A (1971) 38,589,355
Monty Python and the Holy Grail (1974) 1,821,082
Annie Hall (1977) 57,253,791
My Life as a Dog (Mitt liv som hund) (1985) 8,345,266
Schindler's List (1993) 140,409,248
Sleepless in Seattle (1993) 191,463,006
Postino, Il (1994) 20,681,301
Farewell My Concubine (1993) 5,216,888
Secrets & Lies (1996) 13,417,292
Godfather, The (1972) 291,702,411
Priest (1994) 4,176,932
When Harry Met Sally... (1989) 134,613,546
Silence of the Lambs, The (1991) 137,332,208
Sleeper (1973) 18,344,729
Mr. Smith Goes to Washington (1939) 1,500,000
Boot, Das (1981) 11,433,134
Secret Garden, The (1993) 30,000,000
Shawshank Redemption, The (1994) 28,341,469
Being There (1979) 30,177,511
Rob Roy (1995) 31,600,000
Wings of Desire (1987) 3,806,540
Groundhog Day (1993) 103,406,973
Truth About Cats & Dogs, The (1996) 34,073,143
Cinema Paradiso (1988) 392,045
Fish Called Wanda, A (1988) 93,259,712
Legends of the Fall (1994) 98,628,842
Average 71,154,280
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